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faster-whisper

A fast reimplementation of Whisper on CTranslate2, with much lower latency and memory use.

faster-whisper reimplements Whisper inference on the CTranslate2 engine. The result is the same model with several times the speed and a smaller memory footprint: the same transcript, far cheaper to produce.

It is the usual production answer to "Whisper is too slow": a drop-in upgrade that keeps accuracy while making self-hosted transcription practical at scale.

Where it fits

The default when you want Whisper-quality transcription self-hosted, but the reference implementation is too slow or memory-hungry.

Where it does not fit

A faster runtime, not new capability: it does not add streaming or diarisation on its own.

Alternatives to faster-whisper

The closest options on the map, and where each fits instead.

Pairs with

Commonly used alongside it.